Analogy on Universal Analogy Phrase
8.4Semantic AccuracyULR-BERT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ULR-BERTModel Size=LARGE2021.05 | 8.4 | 60.5 | 34.5 | |
| ULR-ALBERTModel Size=XXLARGE2021.05 | 3.6 | 55 | 29.3 | |
| ELECTRAModel Size=LARGE2021.05 | 2.9 | 49.8 | 26.4 | |
| ULR-ELECTRAModel Size=LARGE2021.05 | 2.9 | 56.7 | 29.8 | |
| ELECTRAModel Size=BASE2021.05 | 2.2 | 57.1 | 29.7 | |
| USE2021.05 | 1.8 | 63.1 | 32.5 | |
| ULR-ELECTRAModel Size=BASE2021.05 | 1.7 | 56.5 | 29.1 | |
| ULR-BERTModel Size=BASE2021.05 | 1.1 | 66.8 | 34 | |
| ALBERTModel Size=XXLARGE2021.05 | 0.8 | 52.3 | 26.6 | |
| BERTModel Size=BASE2021.05 | 0.3 | 69.3 | 34.8 | |
| ULR-ALBERTModel Size=BASE2021.05 | 0.3 | 58.2 | 29.3 | |
| BERTModel Size=LARGE2021.05 | 0.1 | 67.4 | 33.9 | |
| ALBERTModel Size=BASE2021.05 | 0.1 | 53.6 | 26.7 | |
| GloVe2021.05 | 0 | 40.9 | 20.5 | |
| InferSent2021.05 | 0 | 54.1 | 27 | |
| GenSen2021.05 | 0 | 54.4 | 27.2 | |
| LASER2021.05 | 0 | 63.3 | 31.7 |